A comprehensive review on automated systems for severity grading of diabetic retinopathy and macular edema

2021 ◽  
Author(s):  
Mili Rosline Mathews ◽  
S. M. Anzar
Keyword(s):  
Diabetic Retinopathy ◽  
Macular Edema ◽  
Automated Systems ◽  
Comprehensive Review ◽  
Severity Grading

scholarly journals A Transfer Learning Approach for Diabetic Retinopathy and Diabetic Macular Edema Severity Grading

2021 ◽  
Vol 35 (6) ◽  
pp. 497-502
Author(s):  
Nida Nasir ◽  
Neda Afreen ◽  
Ranjeeta Patel ◽  
Simran Kaur ◽  
Mustafa Sameer
Keyword(s):  
Diabetic Retinopathy ◽  
Macular Edema ◽  
Diabetic Macular Edema ◽  
Transfer Learning ◽  
Learning Approach ◽  
Learning Technique ◽  
Working Age ◽  
Severity Grading ◽  
Aided Diagnosis

Diabetic Retinopathy (DR) and Diabetic Macular Edema (DME) are complication that occurs in diabetic patient especially among working age group that leads to vision impairment problem and sometimes even permanent blindness. Early detection is very much needed for diagnosis and to reduce blindness or deterioration. The diagnosis phase of DR consumes more time, effort and cost when manually performed by ophthalmologists and more chances of misdiagnosis still there. Research community is working on to design computer aided diagnosis system for prior detection and for DR grading based on its severity. Ongoing researches in Artificial Intelligence (AI) have set out the advancement of deep learning technique which comes as a best technique to perform analysis and classification of medical images. In this paper, research is applied on Resnet50 model for classification of DR and DME based on its severity grading on public benchmark dataset. Transfer learning approach accomplishes the best outcome on Indian Diabetic Retinopathy Image Dataset (IDRiD).

Abstract # P-13: Characteristics of Korean T2DM Patients with Diabetic Retinopathy and Macular Edema: A Study Based on a Standardized Clinical Data

2016 ◽  
Vol 22 ◽  
pp. 19-20
Author(s):  
Sang Youl Rhee ◽  
Sejeong Park ◽  
Ki Young Kim ◽  
Suk Chon ◽  
Seung-Young Yu ◽  
...  
Keyword(s):  
Diabetic Retinopathy ◽  
Macular Edema ◽  
Clinical Data

scholarly journals Citicoline in Ophthalmological Neurodegenerative Disease: A Comprehensive Review

2021 ◽  
Vol 14 (3) ◽  
pp. 281
Author(s):  
Francesco Oddone ◽  
Luca Rossetti ◽  
Mariacristina Parravano ◽  
Diego Sbardella ◽  
Massimo Coletta ◽  
...  
Keyword(s):  
Clinical Trials ◽  
Diabetic Retinopathy ◽  
Neurodegenerative Diseases ◽  
Brain Ischemia ◽  
Metabolic Pathways ◽  
Randomized Clinical Trials ◽  
Mitochondrial Dynamics ◽  
Ischemic Optic Neuropathy ◽  
Comprehensive Review ◽  
Dopaminergic Transmission

Cytidine 5’-diphosphocholine has been widely studied in systemic neurodegenerative diseases, like Alzheimer’s disease, Parkinson’s disease, and brain ischemia. The rationale for the use of citicoline in ophthalmological neurodegenerative diseases, including glaucoma, anterior ischemic optic neuropathy, and diabetic retinopathy, is founded on its multifactorial mechanism of action and the involvement in several metabolic pathways, including phospholipid homeostasis, mitochondrial dynamics, as well as cholinergic and dopaminergic transmission, all being involved in the complexity of the visual transmission. This narrative review is aimed at reporting both pre-clinical data regarding the involvement of citicoline in such metabolic pathways (including new insights about its role in the intracellular proteostasis through an interaction with the proteasome) and its effects on clinical psychophysical, electrophysiological, and morphological outcomes following its use in ophthalmological neurodegenerative diseases (including the results of the most recent prospective randomized clinical trials).

Efficacy of Intravitreal Triamcinolone after or Concomitant with Laser Photocoagulation in Nonproliferative Diabetic Retinopathy with Macular Edema

2009 ◽  
Vol 19 (4) ◽  
pp. 630-637 ◽  
Author(s):  
Erdinc Aydin ◽  
Helin Deniz Demir ◽  
Huseyin Yardim ◽  
Unal Erkorkmaz
Keyword(s):  
Diabetic Retinopathy ◽  
Macular Edema ◽  
Laser Photocoagulation ◽  
Control Group ◽  
Clinical Effects ◽  
Intravitreal Triamcinolone ◽  
Nonproliferative Diabetic Retinopathy ◽  
Significant Difference ◽  
Group 3 ◽  
The Mean

Purpose To investigate the clinical effects and outcomes of intravitreal injection of 4 mg of triamcinolone acetonide (IVTA) after or concomitant with macular laser photocoagulation (MP) for clinically significant macular edema (CSME). Methods Forty-nine eyes of 49 patients with nonproliferative diabetic retinopathy and CSME were randomized into three groups. The eyes in the laser group (n=17), group 1, were subjected to MP 3 weeks after IVTA; the eyes in the IVTA group (n=13), group 2, were subjected to MP, concomitant with IVTA; the eyes in the control group (n=19), group 3, underwent only IVTA application. Visual acuity (VA), fundus fluorescein angiography, and photography were performed in each group. Results In the first group, the mean VA improved from 0.17±0.09 at baseline to 0.28±0.15 (p=0.114) and in the second group, deteriorated from 0.19±0.08 at baseline to 0.14±0.08 at the sixth month (p=0.141), respectively. In Group 3, the mean VA improved from 0.16±0.08 at baseline to 0.28±0.18 (p=0.118) at the end of the follow-up. When VA was compared between the control and study groups, significant difference was detected at the sixth month (p=0.038). Conclusions MP after IVTA improved VA, rather than MP concomitant with IVTA, and only IVTA application for CSME. MP after IVTA may reduce the recurrence of CSME and needs further investigations in a longer period.

scholarly journals Diabetic retinopathy with or without clinically significant macular edema: The influencing factors

2016 ◽  
Vol 7 (2) ◽  
pp. 142-147
Author(s):  
Barsha Suwal ◽  
Jeevan Kumar Shrestha ◽  
Sagun Narayan Joshi ◽  
Ananda Kumar Sharma
Keyword(s):  
Diabetic Retinopathy ◽  
Glycemic Control ◽  
Macular Edema ◽  
Total Cholesterol ◽  
Cholesterol Level ◽  
Total Cholesterol Level ◽  
Density Lipoprotein ◽  
Diabetic Patients ◽  
Clinically Significant Macular Edema ◽  
Clinically Significant

Introduction: Diabetic retinopathy is the commonest micro vascular complication in patients with diabetes and remains a leading cause of blindness in people of working age group. Objective: to determine the prevalence of clinically significant macular edema (CSME) and the influence of systemic risk factors Materials and methods: It is a hospital based comparative study conducted in 220 eyes of 110 diabetic patients. DR was graded according to International Clinical Diabetic Retinopathy Severity Scale and CSME was defined according to Early Treatment Diabetic Retinopathy Study (ETDRS) system. The patients were grouped as 1) CSME group (DR and CSME in one or both eyes) and 2) Non- CSME group(CSME in none of the eyes but with any grade of DR).Level of glycosylated hemoglobin (HbA1C), serum total cholesterol, triglyceride (TG), low density lipoprotein (LDL), high density lipoprotein (HDL) and urine for albumin were studied in both groups. Results: CSME was present in 36% of 110 patients. Poor glycemic control and high total cholesterol level showed positive association with CSME (p<0.05). LDL and TG levels were higher and HDL lower in CSME group. However, no statistical significance was found. Conclusion: The CSME is significantly associated with poorer glycemic control and elevated total cholesterol level.

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